At the moment you can only download a pbix from PBI Service if the report was originally created in PBI Desktop, and uploaded to PBI Service.
Is there any workaround for reports created in Power BI Service? I want to backup my reports.
Current power bi service not contains offline backup feature. I think you can submit this requirement to ideas.